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A Gentle Introduction to Deep Learning in Medical Image Processing

12 October 2018

Papers citing "A Gentle Introduction to Deep Learning in Medical Image Processing"

43 / 43 papers shown

Title
Enhanced LSTM by Attention Mechanism for Early Detection of Parkinson's Disease through Voice Signals Arman Mohammadigilani Hani Attar Hamidreza Ehsani Chimeh Mostafa Karami 49 0 0 12 Feb 2025
Image Reconstruction via Variational Network for Real-Time Hand-Held Sound-Speed Imaging V. Vishnevskiy S. Sanabria O. Goksel 31 30 0 19 Jul 2018
Deriving Neural Network Architectures using Precision Learning: Parallel-to-fan beam Conversion Christopher Syben Bernhard Stimpel Jonathan Lommen Tobias Würfl Arnd Dörfler Andreas Maier MedIm 23 15 0 09 Jul 2018
Metric-Driven Learning of Correspondence Weighting for 2-D/3-D Image Registration Roman Schaffert Jian Wang P. Fischer A. Borsdorf Andreas Maier 3DPC 57 16 0 20 Jun 2018
Distribution Matching Losses Can Hallucinate Features in Medical Image Translation Joseph Paul Cohen Margaux Luck S. Honari OOD MedIm 85 283 0 22 May 2018
X-ray-transform Invariant Anatomical Landmark Detection for Pelvic Trauma Surgery Bastian Bier Mathias Unberath Jan-Nico Zaech J. Fotouhi Mehran Armand Greg Osgood Nassir Navab Andreas Maier MedIm 85 85 0 22 Mar 2018
DeepDRR -- A Catalyst for Machine Learning in Fluoroscopy-guided Procedures Mathias Unberath Jan-Nico Zaech Sing Chun Lee Bastian Bier J. Fotouhi Mehran Armand Nassir Navab MedIm OOD 51 111 0 22 Mar 2018
GAN-based Synthetic Medical Image Augmentation for increased CNN Performance in Liver Lesion Classification Maayan Frid-Adar I. Diamant Eyal Klang Michal Amitai Jacob Goldberger H. Greenspan GAN MedIm 91 1,563 0 03 Mar 2018
Adversarial Patch Tom B. Brown Dandelion Mané Aurko Roy Martín Abadi Justin Gilmer AAML 91 1,097 0 27 Dec 2017
Adversarial Examples: Attacks and Defenses for Deep Learning Xiaoyong Yuan Pan He Qile Zhu Xiaolin Li SILM AAML 96 1,625 0 19 Dec 2017
Precision Learning: Towards Use of Known Operators in Neural Networks Andreas Maier Frank Schebesch Christopher Syben Tobias Würfl S. Steidl Jang-Hwan Choi R. Fahrig 56 34 0 01 Dec 2017
DLTK: State of the Art Reference Implementations for Deep Learning on Medical Images Nick Pawlowski S. Ktena M. J. Lee Bernhard Kainz Daniel Rueckert Ben Glocker Martin Rajchl LM&MA MedIm 57 82 0 18 Nov 2017
MR to X-Ray Projection Image Synthesis Bernhard Stimpel Christopher Syben Tobias Würfl K. Mentl Arnd Dörfler Andreas Maier MedIm 18 9 0 20 Oct 2017
A Review of Convolutional Neural Networks for Inverse Problems in Imaging Michael T. McCann Kyong Hwan Jin M. Unser 3DV 61 593 0 11 Oct 2017
Deep Learning Techniques for Music Generation -- A Survey Jean-Pierre Briot Gaëtan Hadjeres F. Pachet MGen 89 300 0 05 Sep 2017
Framing U-Net via Deep Convolutional Framelets: Application to Sparse-view CT Yoseob Han J. C. Ye 72 519 0 28 Aug 2017
Deep Learning for Medical Image Analysis Mina Rezaei Haojin Yang Christoph Meinel 77 2,070 0 17 Aug 2017
A Guided Spatial Transformer Network for Histology Cell Differentiation Marc Aubreville Maximilian Krappmann C. Bertram R. Klopfleisch Andreas Maier MedIm 52 10 0 26 Jul 2017
Learned Primal-dual Reconstruction J. Adler Ozan Oktem MedIm 70 753 0 20 Jul 2017
Revisiting Unreasonable Effectiveness of Data in Deep Learning Era Chen Sun Abhinav Shrivastava Saurabh Singh Abhinav Gupta VLM 207 2,406 0 10 Jul 2017
Image reconstruction by domain transform manifold learning Bo Zhu Jeremiah Zhe Liu Bruce Rosen Matthew S. Rosen 96 1,534 0 28 Apr 2017
Automatic segmentation of MR brain images with a convolutional neural network P. Moeskops M. Viergever A. Mendrik L. D. Vries M. Benders Ivana Išgum 50 785 0 11 Apr 2017
Learning a Variational Network for Reconstruction of Accelerated MRI Data Kerstin Hammernik Teresa Klatzer Erich Kobler M. Recht D. Sodickson Thomas Pock Florian Knoll 77 1,544 0 03 Apr 2017
Quicksilver: Fast Predictive Image Registration - a Deep Learning Approach Xiao Yang Roland Kwitt Martin Styner Marc Niethammer 67 596 0 31 Mar 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros GAN 127 5,553 0 30 Mar 2017
QuaSI: Quantile Sparse Image Prior for Spatio-Temporal Denoising of Retinal OCT Data Franziska Schirrmacher Thomas Köhler Lennart Husvogt J. Fujimoto J. Hornegger Andreas Maier 21 11 0 08 Mar 2017
Automatic Classification of Cancerous Tissue in Laserendomicroscopy Images of the Oral Cavity using Deep Learning Marc Aubreville C. Knipfer N. Oetter Christian Jaremenko E. Rodner Joachim Denzler C. Bohr H. Neumann Florian Stelzle Andreas Maier 110 234 0 05 Mar 2017
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 695 10,799 0 19 Feb 2017
ArtGAN: Artwork Synthesis with Conditional Categorical GANs W. Tan Chee Seng Chan H. Aguirre Kiyoshi Tanaka GAN 59 112 0 11 Feb 2017
NIPS 2016 Tutorial: Generative Adversarial Networks Ian Goodfellow GAN 175 1,725 0 31 Dec 2016
An Artificial Agent for Robust Image Registration Rui Liao S. Miao Pierre de Tournemire Sasa Grbic A. Kamen Tommaso Mansi Dorin Comaniciu MedIm 69 195 0 30 Nov 2016
A Perspective on Deep Imaging Ge Wang OOD 44 392 0 10 Sep 2016
Recurrent Fully Convolutional Neural Networks for Multi-slice MRI Cardiac Segmentation Rudra P. K. Poudel P. Lamata Giovanni Montana MedIm 57 248 0 13 Aug 2016
3D U-Net: Learning Dense Volumetric Segmentation from Sparse Annotation Özgün Çiçek Ahmed Abdulkadir S. Lienkamp Thomas Brox Olaf Ronneberger 3DV 3DPC SSeg 3DH 155 6,551 0 21 Jun 2016
V-Net: Fully Convolutional Neural Networks for Volumetric Medical Image Segmentation Fausto Milletari Nassir Navab Seyed-Ahmad Ahmadi 240 8,716 0 15 Jun 2016
A guide to convolution arithmetic for deep learning Vincent Dumoulin Francesco Visin FAtt 3DH HAI 66 1,544 0 23 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,426 0 10 Dec 2015
DeepOrgan: Multi-level Deep Convolutional Networks for Automated Pancreas Segmentation H. Roth Le Lu A. Farag Hoo-Chang Shin Jiamin Liu E. Turkbey Ronald M. Summers SSeg MedIm 73 745 0 22 Jun 2015
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 1.9K 77,378 0 18 May 2015
Neural Network with Unbounded Activation Functions is Universal Approximator Sho Sonoda Noboru Murata 70 336 0 14 May 2015
Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling Junyoung Chung Çağlar Gülçehre Kyunghyun Cho Yoshua Bengio 601 12,741 0 11 Dec 2014
Going Deeper with Convolutions Christian Szegedy Wei Liu Yangqing Jia P. Sermanet Scott E. Reed Dragomir Anguelov D. Erhan Vincent Vanhoucke Andrew Rabinovich 488 43,694 0 17 Sep 2014
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 278 12,458 0 24 Jun 2012